Files
ds_task_scp/backend/embeddings.py
T
2025-07-11 22:29:45 +01:00

25 lines
686 B
Python

import cohere
from .config import Config
class EmbeddingGenerator:
def __init__(self):
self.client = cohere.Client(Config.COHERE_API_KEY)
def generate_embeddings(self, text: str):
response = self.client.embed(
texts=[text],
model=Config.EMBED_MODEL,
input_type="document"
)
return response.embeddings[0]
def rerank_issues(self, issues: list, query: str, top_n: int = 5):
response = self.client.rerank(
query=query,
documents=issues,
top_n=top_n,
model=Config.RERANK_MODEL
)
return [result.document for result in response.results]